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[HTML][HTML] Sequence analysis: Its past, present, and future
This article marks the occasion of Social Science Research's 50th anniversary by reflecting
on the progress of sequence analysis (SA) since its introduction into the social sciences four …
on the progress of sequence analysis (SA) since its introduction into the social sciences four …
[HTML][HTML] The longitudinal association between engagement and achievement varies by time, students' profiles, and achievement state: A full program study
There is a paucity of longitudinal studies in online learning across courses or throughout
programs. Our study intends to add to this emerging body of research by analyzing the …
programs. Our study intends to add to this emerging body of research by analyzing the …
[HTML][HTML] Intense, turbulent, or wallowing in the mire: A longitudinal study of cross-course online tactics, strategies, and trajectories
Research has repeatedly demonstrated that students with effective learning strategies are
more likely to have better academic achievement. Existing research has mostly focused on a …
more likely to have better academic achievement. Existing research has mostly focused on a …
Making strides towards AI-supported regulation of learning in collaborative knowledge construction
Collaborative knowledge construction (CKC) requires individual group members to share
information and resources, sustain the improvement of ideas through peer interactions, and …
information and resources, sustain the improvement of ideas through peer interactions, and …
[HTML][HTML] The longitudinal trajectories of online engagement over a full program
Student engagement has a trajectory (a timeline) that unfolds over time and can be shaped
by different factors including learners' motivation, school conditions, and the nature of …
by different factors including learners' motivation, school conditions, and the nature of …
[HTML][HTML] How CSCL roles emerge, persist, transition, and evolve over time: A four-year longitudinal study
A prevailing trend in CSCL literature has been the study of students' participatory roles. The
majority of existing studies examine a single collaborative task or, at most, a complete …
majority of existing studies examine a single collaborative task or, at most, a complete …
Panel data in research on mobility and migration: A review of recent advances
Panel data has become the gold standard for causal assessments of complex human
behaviour in quantitative social science. The objective of this review is to examine and …
behaviour in quantitative social science. The objective of this review is to examine and …
Mixture hidden Markov models for sequence data: The seqHMM package in R
Sequence analysis is being more and more widely used for the analysis of social sequences
and other multivariate categorical time series data. However, it is often complex to describe …
and other multivariate categorical time series data. However, it is often complex to describe …
A modern approach to transition analysis and process mining with markov models: a tutorial with R
This chapter presents an introduction to Markovian modeling for the analysis of sequence
data. Contrary to the deterministic approach seen in the previous sequence analysis …
data. Contrary to the deterministic approach seen in the previous sequence analysis …
Bringing synchrony and clarity to complex multi-channel data: A learning analytics study in programming education
Supporting teaching and learning programming with learning analytics is an active area of
inquiry. Most data used for learning analytics research comes from learning management …
inquiry. Most data used for learning analytics research comes from learning management …